FROM THE TRENCHES Issue №164

Opinions, Not Press Releases

Browse a curated front page, then move through focused topic and cluster hubs without losing older work to chronology.

Explore by topic
06
Focused clusters
12
Blog posts
164

Latest articles

Nine articles per page, ordered by publication date.

Programming languages converging into runtime, memory and architecture decisions Delivery & QA

Programming Languages Matter Less. Software Engineering Matters More.

AI makes syntax, boilerplate and cross-language translation cheap. It does not erase runtime, memory, concurrency, security or maintenance trade-offs. What CTOs and engineers should optimise for now.

Colibri streams GLM-5.2 experts from NVMe through RAM and VRAM on consumer hardware AI & Agents

Colibri Runs GLM-5.2 on Consumer Hardware. Here Is the Catch.

Colibri can execute a 744B-parameter MoE model with about 25 GB of RAM by streaming experts from a 370 GB int4 checkpoint. The honest review: measured speed, SSD wear, cache physics, GPU limits, current model support and where the project is actually useful.

The future of enterprise software: AI restores systems engineering and decentralisation makes it provable Delivery & QA

The Future of Enterprise Software

Enterprise software fragmented into distributed monoliths and SaaS sprawl. Alexandre Kotcherguine and Kevin Riedl argue that AI makes whole-system engineering affordable again, while decentralisation turns architectural promises into independently verifiable guarantees.

Annotated software agency proposal showing the clauses that change price, scope and ownership Business & Regulation

Software Agency Proposal Teardown: 12 Clauses That Change Price, Scope and Ownership

A clause-by-clause teardown of a fictional EUR 96k software proposal: acceptance, IP, changes, warranty, dependencies, hosting, licences, handover, termination, security, subcontractors and done, with a downloadable 24-point review rubric.

x402 payment implementations compared across Coinbase, Stripe, Cloudflare, AWS and Circle Web3 & Privacy

x402 Payments in 2026: Coinbase, Stripe & Alternatives

x402 turns HTTP 402 into a payment negotiation for APIs, MCP tools and AI agents. Compare Coinbase, Stripe, Circle, Cloudflare, AWS, thirdweb, PayAI and self-hosting by layer, network, fee, compliance and production risk.

Open Knowledge Format packages organizational knowledge as portable Markdown for AI agents AI & Agents

Open Knowledge Format (OKF): The Enterprise Guide

OKF v0.2 turns company knowledge into linked Markdown and YAML with explicit provenance, trust, freshness, and attested computations. What changed, how to migrate, and where the format still stops.

Software maintenance cost benchmark for DACH SaaS: year one, two and three after launch Delivery & QA

What Software Maintenance Costs After Launch: A DACH SaaS Benchmark

Observed post-launch maintenance cost bands for DACH SaaS: year-one, year-two and year-three spend split across bug fixes, dependency upgrades, cloud, observability, security, compliance, support, product iteration and emergency work, with an interactive calculator.

Smart city architecture: MQTT, ChirpStack, LoRaWAN, Kubernetes and Terraform Delivery & QA

Smart City Architecture Best Practices: MQTT, LoRaWAN, Kubernetes and Terraform

A vendor-neutral guide to building smart-city platforms that survive production: MQTT at the edge, LoRaWAN and ChirpStack for private sensor networks, FIWARE/NGSI-LD and SensorThings for interoperability, Terraform for repeatable infrastructure, and Kubernetes only when the team can operate it.

AI agent cost per action: support tickets, invoices, PR reviews and lead enrichment measured by business outcome AI & Agents

AI Agent Cost per Action: Why Agentic Workflows Blow Up Token Bills

Executives do not buy tokens. They buy actions: support tickets resolved, invoices extracted, PRs reviewed and leads enriched. The calculator for tracing every model call, tool call, retry, verifier, cache hit and failed attempt into one cost per successful action.

Inbox, without the noise

Follow the work that matters to you

Get a short email when we publish something new. Follow the whole blog or only the problems you care about.

What would you like to receive?
Choose your topics

Free, double opt-in, no tracking pixels.